arXiv CS
open access
The Watchtower Imperative: Lifespan-Calibrated Evaluation for Frontier AI
The gap between AI capability deployment and safety assurance is structural and cannot be closed through internal evaluations alone. Analyzing documented harms (2017-2026) across the human lifespan reveals that disparate incidents --- from voice assistants endangering children to AI companions impli
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